Overview
Brought to you by YData
Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 8075 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 1 |
| Duplicate rows (%) | < 0.1% |
| Total size in memory | 1.2 MiB |
| Average record size in memory | 160.0 B |
Variable types
| Categorical | 3 |
|---|---|
| Text | 1 |
| Numeric | 16 |
| Dataset has 1 (< 0.1%) duplicate rows | Duplicates |
CO3 is highly overall correlated with pH | High correlation |
Ca is highly overall correlated with Cl and 3 other fields | High correlation |
Cl is highly overall correlated with Ca and 5 other fields | High correlation |
EC is highly overall correlated with Ca and 8 other fields | High correlation |
HCO3 is highly overall correlated with Ca and 4 other fields | High correlation |
Mg is highly overall correlated with Cl and 4 other fields | High correlation |
Na is highly overall correlated with Cl and 6 other fields | High correlation |
QUALITY is highly overall correlated with EC | High correlation |
SO4 is highly overall correlated with Cl and 3 other fields | High correlation |
TDS is highly overall correlated with EC and 1 other fields | High correlation |
TH is highly overall correlated with Ca and 6 other fields | High correlation |
pH is highly overall correlated with CO3 | High correlation |
CO3 has 6847 (84.8%) zeros | Zeros |
SO4 has 514 (6.4%) zeros | Zeros |
NO3 has 943 (11.7%) zeros | Zeros |
PO4 has 7073 (87.6%) zeros | Zeros |
K has 184 (2.3%) zeros | Zeros |
F has 665 (8.2%) zeros | Zeros |
Reproduction
| Analysis started | 2024-11-05 06:02:47.015493 |
|---|---|
| Analysis finished | 2024-11-05 06:03:06.569891 |
| Duration | 19.55 seconds |
| Software version | ydata-profiling vv4.12.0 |
| Download configuration | config.json |
Variables
STATE
Categorical
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.2 KiB |
| Madhya Pradesh | |
|---|---|
| Chhattisgarh | |
| Uttar Pradesh | |
| Odisha | |
| TAMIL NADU | |
| Other values (21) |
Length
| Max length | 17 |
|---|---|
| Median length | 13 |
| Mean length | 10.086563 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | A&N Islands |
|---|---|
| 2nd row | A&N Islands |
| 3rd row | A&N Islands |
| 4th row | A&N Islands |
| 5th row | A&N Islands |
Common Values
| Value | Count | Frequency (%) |
| Madhya Pradesh | 1112 | |
| Chhattisgarh | 844 | |
| Uttar Pradesh | 811 | |
| Odisha | 702 | 8.7% |
| TAMIL NADU | 569 | 7.0% |
| West Bengal | 490 | 6.1% |
| RAJASTHAN | 483 | 6.0% |
| Gujarat | 438 | 5.4% |
| Kerala | 327 | 4.0% |
| Haryana | 313 | 3.9% |
| Other values (16) | 1986 |
Length
| Value | Count | Frequency (%) |
| pradesh | 2132 | |
| madhya | 1112 | 9.4% |
| chhattisgarh | 844 | 7.1% |
| uttar | 811 | 6.9% |
| odisha | 702 | 5.9% |
| tamil | 569 | 4.8% |
| nadu | 569 | 4.8% |
| west | 490 | 4.1% |
| bengal | 490 | 4.1% |
| rajasthan | 483 | 4.1% |
| Other values (22) | 3626 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 13789 | |
| h | 7859 | 9.6% |
| r | 6075 | 7.5% |
| s | 5173 | 6.4% |
| t | 4711 | 5.8% |
| d | 4408 | 5.4% |
| 3753 | 4.6% | |
| e | 3670 | 4.5% |
| A | 2996 | 3.7% |
| P | 2394 | 2.9% |
| Other values (30) | 26621 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 81449 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 13789 | |
| h | 7859 | 9.6% |
| r | 6075 | 7.5% |
| s | 5173 | 6.4% |
| t | 4711 | 5.8% |
| d | 4408 | 5.4% |
| 3753 | 4.6% | |
| e | 3670 | 4.5% |
| A | 2996 | 3.7% |
| P | 2394 | 2.9% |
| Other values (30) | 26621 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 81449 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 13789 | |
| h | 7859 | 9.6% |
| r | 6075 | 7.5% |
| s | 5173 | 6.4% |
| t | 4711 | 5.8% |
| d | 4408 | 5.4% |
| 3753 | 4.6% | |
| e | 3670 | 4.5% |
| A | 2996 | 3.7% |
| P | 2394 | 2.9% |
| Other values (30) | 26621 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 81449 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 13789 | |
| h | 7859 | 9.6% |
| r | 6075 | 7.5% |
| s | 5173 | 6.4% |
| t | 4711 | 5.8% |
| d | 4408 | 5.4% |
| 3753 | 4.6% | |
| e | 3670 | 4.5% |
| A | 2996 | 3.7% |
| P | 2394 | 2.9% |
| Other values (30) | 26621 |
DISTRICT
Text
| Distinct | 476 |
|---|---|
| Distinct (%) | 5.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.2 KiB |
Length
| Max length | 22 |
|---|---|
| Median length | 18 |
| Mean length | 8.144644 |
| Min length | 3 |
Unique
| Unique | 24 ? |
|---|---|
| Unique (%) | 0.3% |
Sample
| 1st row | South Andaman |
|---|---|
| 2nd row | South Andaman |
| 3rd row | South Andaman |
| 4th row | South Andaman |
| 5th row | South Andaman |
| Value | Count | Frequency (%) |
| south | 177 | 2.0% |
| nagar | 154 | 1.7% |
| raigarh | 119 | 1.3% |
| 24 | 115 | 1.3% |
| parganas | 115 | 1.3% |
| andaman | 90 | 1.0% |
| bilaspur | 83 | 0.9% |
| jammu | 71 | 0.8% |
| north | 71 | 0.8% |
| jashpur | 68 | 0.7% |
| Other values (465) | 8007 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 11629 | |
| r | 5496 | 8.4% |
| n | 3636 | 5.5% |
| u | 3538 | 5.4% |
| i | 3448 | 5.2% |
| h | 3190 | 4.9% |
| l | 2201 | 3.3% |
| d | 1985 | 3.0% |
| A | 1885 | 2.9% |
| g | 1834 | 2.8% |
| Other values (47) | 26926 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 65768 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 11629 | |
| r | 5496 | 8.4% |
| n | 3636 | 5.5% |
| u | 3538 | 5.4% |
| i | 3448 | 5.2% |
| h | 3190 | 4.9% |
| l | 2201 | 3.3% |
| d | 1985 | 3.0% |
| A | 1885 | 2.9% |
| g | 1834 | 2.8% |
| Other values (47) | 26926 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 65768 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 11629 | |
| r | 5496 | 8.4% |
| n | 3636 | 5.5% |
| u | 3538 | 5.4% |
| i | 3448 | 5.2% |
| h | 3190 | 4.9% |
| l | 2201 | 3.3% |
| d | 1985 | 3.0% |
| A | 1885 | 2.9% |
| g | 1834 | 2.8% |
| Other values (47) | 26926 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 65768 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 11629 | |
| r | 5496 | 8.4% |
| n | 3636 | 5.5% |
| u | 3538 | 5.4% |
| i | 3448 | 5.2% |
| h | 3190 | 4.9% |
| l | 2201 | 3.3% |
| d | 1985 | 3.0% |
| A | 1885 | 2.9% |
| g | 1834 | 2.8% |
| Other values (47) | 26926 |
pH
Real number (ℝ)
High correlation 
| Distinct | 328 |
|---|---|
| Distinct (%) | 4.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.8363754 |
| Minimum | 4.36 |
|---|---|
| Maximum | 9.73 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.2 KiB |
Quantile statistics
| Minimum | 4.36 |
|---|---|
| 5-th percentile | 7.1 |
| Q1 | 7.56 |
| median | 7.84 |
| Q3 | 8.12 |
| 95-th percentile | 8.62 |
| Maximum | 9.73 |
| Range | 5.37 |
| Interquartile range (IQR) | 0.56 |
Descriptive statistics
| Standard deviation | 0.46076908 |
|---|---|
| Coefficient of variation (CV) | 0.058798749 |
| Kurtosis | 2.8053798 |
| Mean | 7.8363754 |
| Median Absolute Deviation (MAD) | 0.28 |
| Skewness | -0.49827066 |
| Sum | 63278.732 |
| Variance | 0.21230814 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.8 | 273 | 3.4% |
| 7.7 | 254 | 3.1% |
| 7.9 | 219 | 2.7% |
| 7.5 | 210 | 2.6% |
| 7.6 | 205 | 2.5% |
| 8 | 177 | 2.2% |
| 7.4 | 170 | 2.1% |
| 8.1 | 120 | 1.5% |
| 8.2 | 98 | 1.2% |
| 7.3 | 97 | 1.2% |
| Other values (318) | 6252 |
| Value | Count | Frequency (%) |
| 4.36 | 1 | |
| 4.4 | 1 | |
| 4.54 | 1 | |
| 4.62 | 1 | |
| 4.69 | 1 | |
| 4.91 | 1 | |
| 5.1 | 1 | |
| 5.15 | 1 | |
| 5.27 | 1 | |
| 5.64 | 1 |
| Value | Count | Frequency (%) |
| 9.73 | 1 | < 0.1% |
| 9.25 | 1 | < 0.1% |
| 9.24 | 1 | < 0.1% |
| 9.23 | 1 | < 0.1% |
| 9.09 | 1 | < 0.1% |
| 9.08 | 1 | < 0.1% |
| 9.07 | 2 | |
| 9.05 | 3 | |
| 9.04 | 1 | < 0.1% |
| 9.03 | 1 | < 0.1% |
EC
Real number (ℝ)
High correlation 
| Distinct | 2303 |
|---|---|
| Distinct (%) | 28.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 844.87133 |
| Minimum | 0 |
|---|---|
| Maximum | 5480 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 151 |
| Q1 | 415.65 |
| median | 665 |
| Q3 | 1073.5 |
| 95-th percentile | 2190.6 |
| Maximum | 5480 |
| Range | 5480 |
| Interquartile range (IQR) | 657.85 |
Descriptive statistics
| Standard deviation | 648.41487 |
|---|---|
| Coefficient of variation (CV) | 0.76747174 |
| Kurtosis | 4.563005 |
| Mean | 844.87133 |
| Median Absolute Deviation (MAD) | 299 |
| Skewness | 1.8462352 |
| Sum | 6822336 |
| Variance | 420441.85 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 650 | 37 | 0.5% |
| 400 | 35 | 0.4% |
| 450 | 34 | 0.4% |
| 350 | 33 | 0.4% |
| 550 | 31 | 0.4% |
| 480 | 31 | 0.4% |
| 500 | 31 | 0.4% |
| 600 | 29 | 0.4% |
| 380 | 27 | 0.3% |
| 410 | 26 | 0.3% |
| Other values (2293) | 7761 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 17.74 | 1 | |
| 27.14 | 1 | |
| 28 | 1 | |
| 31 | 2 | |
| 31.33 | 1 | |
| 32 | 1 | |
| 34.5 | 1 | |
| 36 | 1 | |
| 37.44 | 1 |
| Value | Count | Frequency (%) |
| 5480 | 1 | |
| 5230 | 1 | |
| 4850 | 1 | |
| 4710 | 1 | |
| 4480 | 1 | |
| 4390 | 1 | |
| 4377 | 1 | |
| 4296 | 1 | |
| 4270 | 1 | |
| 4260 | 1 |
CO3
Real number (ℝ)
High correlation  Zeros 
| Distinct | 68 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.1984838 |
| Minimum | 0 |
|---|---|
| Maximum | 104.16 |
| Zeros | 6847 |
| Zeros (%) | 84.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 42 |
| Maximum | 104.16 |
| Range | 104.16 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 15.224688 |
|---|---|
| Coefficient of variation (CV) | 2.9286786 |
| Kurtosis | 11.702425 |
| Mean | 5.1984838 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.3873328 |
| Sum | 41977.757 |
| Variance | 231.79113 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6847 | |
| 36 | 122 | 1.5% |
| 24 | 105 | 1.3% |
| 48 | 85 | 1.1% |
| 7.057031581 | 82 | 1.0% |
| 12 | 67 | 0.8% |
| 60 | 56 | 0.7% |
| 6 | 46 | 0.6% |
| 13.02 | 41 | 0.5% |
| 72 | 41 | 0.5% |
| Other values (58) | 583 | 7.2% |
| Value | Count | Frequency (%) |
| 0 | 6847 | |
| 3 | 40 | 0.5% |
| 4 | 1 | < 0.1% |
| 6 | 46 | 0.6% |
| 7.057031581 | 82 | 1.0% |
| 9 | 33 | 0.4% |
| 10 | 1 | < 0.1% |
| 11.88 | 6 | 0.1% |
| 12 | 67 | 0.8% |
| 13.02 | 41 | 0.5% |
| Value | Count | Frequency (%) |
| 104.16 | 1 | < 0.1% |
| 96 | 17 | |
| 94 | 7 | 0.1% |
| 91.14 | 1 | < 0.1% |
| 90 | 2 | < 0.1% |
| 84 | 22 | |
| 83 | 1 | < 0.1% |
| 82 | 4 | < 0.1% |
| 78.12 | 2 | < 0.1% |
| 78 | 24 |
HCO3
Real number (ℝ)
High correlation 
| Distinct | 861 |
|---|---|
| Distinct (%) | 10.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 258.36397 |
| Minimum | 0 |
|---|---|
| Maximum | 1464 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 42.73 |
| Q1 | 151.8 |
| median | 244 |
| Q3 | 342 |
| 95-th percentile | 537 |
| Maximum | 1464 |
| Range | 1464 |
| Interquartile range (IQR) | 190.2 |
Descriptive statistics
| Standard deviation | 154.16266 |
|---|---|
| Coefficient of variation (CV) | 0.59668793 |
| Kurtosis | 2.7541401 |
| Mean | 258.36397 |
| Median Absolute Deviation (MAD) | 98 |
| Skewness | 1.0738915 |
| Sum | 2086289.1 |
| Variance | 23766.127 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 244 | 188 | 2.3% |
| 183 | 168 | 2.1% |
| 220 | 165 | 2.0% |
| 195 | 151 | 1.9% |
| 268 | 149 | 1.8% |
| 305 | 149 | 1.8% |
| 207 | 149 | 1.8% |
| 232 | 147 | 1.8% |
| 256 | 146 | 1.8% |
| 293 | 144 | 1.8% |
| Other values (851) | 6519 |
| Value | Count | Frequency (%) |
| 0 | 2 | < 0.1% |
| 1.2 | 1 | < 0.1% |
| 2.5 | 2 | < 0.1% |
| 5 | 4 | < 0.1% |
| 5.1 | 6 | 0.1% |
| 5.5 | 1 | < 0.1% |
| 6 | 17 | |
| 6.1 | 1 | < 0.1% |
| 6.42 | 1 | < 0.1% |
| 7.49 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 1464 | 1 | |
| 1366 | 1 | |
| 1293 | 1 | |
| 1257 | 1 | |
| 1121 | 1 | |
| 1110 | 1 | |
| 1098 | 1 | |
| 1074 | 1 | |
| 1061 | 1 | |
| 1049 | 1 |
Cl
Real number (ℝ)
High correlation 
| Distinct | 1014 |
|---|---|
| Distinct (%) | 12.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99.680361 |
| Minimum | 0 |
|---|---|
| Maximum | 1156 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 9.37 |
| Q1 | 21 |
| median | 50 |
| Q3 | 121 |
| 95-th percentile | 362 |
| Maximum | 1156 |
| Range | 1156 |
| Interquartile range (IQR) | 100 |
Descriptive statistics
| Standard deviation | 131.9858 |
|---|---|
| Coefficient of variation (CV) | 1.3240903 |
| Kurtosis | 11.713023 |
| Mean | 99.680361 |
| Median Absolute Deviation (MAD) | 35 |
| Skewness | 3.0205236 |
| Sum | 804918.92 |
| Variance | 17420.251 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 14 | 515 | 6.4% |
| 21 | 411 | 5.1% |
| 28 | 313 | 3.9% |
| 35 | 221 | 2.7% |
| 7 | 159 | 2.0% |
| 50 | 157 | 1.9% |
| 43 | 154 | 1.9% |
| 25 | 142 | 1.8% |
| 18 | 127 | 1.6% |
| 57 | 118 | 1.5% |
| Other values (1004) | 5758 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.78 | 1 | |
| 1.8 | 1 | |
| 2.3 | 1 | |
| 2.8 | 1 | |
| 3 | 1 | |
| 3.1 | 1 | |
| 3.2 | 1 | |
| 3.3 | 2 | |
| 3.5 | 1 |
| Value | Count | Frequency (%) |
| 1156 | 1 | |
| 1120 | 1 | |
| 1081 | 1 | |
| 1077 | 1 | |
| 1035 | 1 | |
| 1028 | 2 | |
| 1014 | 2 | |
| 978 | 2 | |
| 973 | 1 | |
| 971 | 1 |
SO4
Real number (ℝ)
High correlation  Zeros 
| Distinct | 1497 |
|---|---|
| Distinct (%) | 18.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.028895 |
| Minimum | 0 |
|---|---|
| Maximum | 547 |
| Zeros | 514 |
| Zeros (%) | 6.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 8.295 |
| median | 21.7 |
| Q3 | 51 |
| 95-th percentile | 170 |
| Maximum | 547 |
| Range | 547 |
| Interquartile range (IQR) | 42.705 |
Descriptive statistics
| Standard deviation | 67.600635 |
|---|---|
| Coefficient of variation (CV) | 1.5012724 |
| Kurtosis | 14.999217 |
| Mean | 45.028895 |
| Median Absolute Deviation (MAD) | 16.7 |
| Skewness | 3.412344 |
| Sum | 363608.33 |
| Variance | 4569.8459 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 514 | 6.4% |
| 10 | 193 | 2.4% |
| 5 | 165 | 2.0% |
| 12 | 154 | 1.9% |
| 8 | 133 | 1.6% |
| 14 | 126 | 1.6% |
| 15 | 122 | 1.5% |
| 20 | 116 | 1.4% |
| 22 | 109 | 1.3% |
| 25 | 105 | 1.3% |
| Other values (1487) | 6338 |
| Value | Count | Frequency (%) |
| 0 | 514 | |
| 0.02 | 1 | < 0.1% |
| 0.05 | 1 | < 0.1% |
| 0.1 | 2 | < 0.1% |
| 0.13 | 1 | < 0.1% |
| 0.15 | 1 | < 0.1% |
| 0.17 | 3 | < 0.1% |
| 0.21 | 1 | < 0.1% |
| 0.22 | 1 | < 0.1% |
| 0.23 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 547 | 1 | |
| 543 | 1 | |
| 542 | 1 | |
| 538 | 1 | |
| 537.65 | 1 | |
| 531 | 1 | |
| 530 | 1 | |
| 526 | 1 | |
| 522 | 1 | |
| 521 | 1 |
NO3
Real number (ℝ)
Zeros 
| Distinct | 1128 |
|---|---|
| Distinct (%) | 14.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.200423 |
| Minimum | 0 |
|---|---|
| Maximum | 264.3 |
| Zeros | 943 |
| Zeros (%) | 11.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2.5 |
| median | 12 |
| Q3 | 33.1 |
| 95-th percentile | 89 |
| Maximum | 264.3 |
| Range | 264.3 |
| Interquartile range (IQR) | 30.6 |
Descriptive statistics
| Standard deviation | 32.631349 |
|---|---|
| Coefficient of variation (CV) | 1.3483793 |
| Kurtosis | 9.001596 |
| Mean | 24.200423 |
| Median Absolute Deviation (MAD) | 11.4 |
| Skewness | 2.5902629 |
| Sum | 195418.42 |
| Variance | 1064.8049 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 943 | 11.7% |
| 1 | 192 | 2.4% |
| 2 | 154 | 1.9% |
| 5 | 152 | 1.9% |
| 10 | 141 | 1.7% |
| 12 | 131 | 1.6% |
| 11 | 117 | 1.4% |
| 6 | 112 | 1.4% |
| 3 | 112 | 1.4% |
| 14 | 106 | 1.3% |
| Other values (1118) | 5915 |
| Value | Count | Frequency (%) |
| 0 | 943 | |
| 0.01 | 4 | < 0.1% |
| 0.02 | 4 | < 0.1% |
| 0.03 | 4 | < 0.1% |
| 0.04 | 1 | < 0.1% |
| 0.05 | 1 | < 0.1% |
| 0.06 | 5 | 0.1% |
| 0.07 | 3 | < 0.1% |
| 0.08 | 4 | < 0.1% |
| 0.09 | 5 | 0.1% |
| Value | Count | Frequency (%) |
| 264.3 | 1 | |
| 263 | 1 | |
| 251 | 1 | |
| 250 | 2 | |
| 248 | 1 | |
| 247 | 1 | |
| 237 | 1 | |
| 235 | 1 | |
| 232 | 1 | |
| 231 | 1 |
PO4
Real number (ℝ)
Zeros 
| Distinct | 42 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.010596161 |
| Minimum | 0 |
|---|---|
| Maximum | 0.24 |
| Zeros | 7073 |
| Zeros (%) | 87.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.0965 |
| Maximum | 0.24 |
| Range | 0.24 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.035095609 |
|---|---|
| Coefficient of variation (CV) | 3.3121061 |
| Kurtosis | 15.454218 |
| Mean | 0.010596161 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.8658684 |
| Sum | 85.564 |
| Variance | 0.0012317018 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 7073 | |
| 0.02 | 105 | 1.3% |
| 0.1 | 101 | 1.3% |
| 0.01 | 97 | 1.2% |
| 0.05 | 94 | 1.2% |
| 0.08 | 82 | 1.0% |
| 0.2 | 64 | 0.8% |
| 0.06 | 59 | 0.7% |
| 0.12 | 58 | 0.7% |
| 0.09 | 43 | 0.5% |
| Other values (32) | 299 | 3.7% |
| Value | Count | Frequency (%) |
| 0 | 7073 | |
| 0.01 | 97 | 1.2% |
| 0.011 | 1 | < 0.1% |
| 0.012 | 3 | < 0.1% |
| 0.015 | 1 | < 0.1% |
| 0.02 | 105 | 1.3% |
| 0.021 | 1 | < 0.1% |
| 0.024 | 2 | < 0.1% |
| 0.025 | 2 | < 0.1% |
| 0.028 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.24 | 4 | < 0.1% |
| 0.23 | 5 | 0.1% |
| 0.22 | 12 | 0.1% |
| 0.21 | 18 | 0.2% |
| 0.2 | 64 | |
| 0.19 | 4 | < 0.1% |
| 0.185 | 1 | < 0.1% |
| 0.182 | 1 | < 0.1% |
| 0.18 | 8 | 0.1% |
| 0.17 | 9 | 0.1% |
TH
Real number (ℝ)
High correlation 
| Distinct | 972 |
|---|---|
| Distinct (%) | 12.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 254.38988 |
| Minimum | 0 |
|---|---|
| Maximum | 1600 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 53.3 |
| Q1 | 140 |
| median | 220 |
| Q3 | 320 |
| 95-th percentile | 590 |
| Maximum | 1600 |
| Range | 1600 |
| Interquartile range (IQR) | 180 |
Descriptive statistics
| Standard deviation | 169.83459 |
|---|---|
| Coefficient of variation (CV) | 0.66761535 |
| Kurtosis | 4.9304698 |
| Mean | 254.38988 |
| Median Absolute Deviation (MAD) | 88 |
| Skewness | 1.7359621 |
| Sum | 2054198.3 |
| Variance | 28843.787 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 200 | 192 | 2.4% |
| 180 | 173 | 2.1% |
| 210 | 159 | 2.0% |
| 250 | 158 | 2.0% |
| 170 | 157 | 1.9% |
| 190 | 155 | 1.9% |
| 160 | 154 | 1.9% |
| 230 | 151 | 1.9% |
| 150 | 151 | 1.9% |
| 240 | 134 | 1.7% |
| Other values (962) | 6491 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 2.1 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 6.4 | 1 | < 0.1% |
| 8.56 | 1 | < 0.1% |
| 8.9 | 1 | < 0.1% |
| 10 | 5 | |
| 10.7 | 1 | < 0.1% |
| 11.5 | 1 | < 0.1% |
| 12.5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1600 | 1 | |
| 1432 | 1 | |
| 1340 | 1 | |
| 1310 | 1 | |
| 1300 | 1 | |
| 1240 | 1 | |
| 1230 | 1 | |
| 1221 | 1 | |
| 1210 | 1 | |
| 1205 | 1 |
Ca
Real number (ℝ)
High correlation 
| Distinct | 603 |
|---|---|
| Distinct (%) | 7.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.51417 |
| Minimum | 0 |
|---|---|
| Maximum | 337 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 9.88 |
| Q1 | 24 |
| median | 42 |
| Q3 | 68 |
| 95-th percentile | 124 |
| Maximum | 337 |
| Range | 337 |
| Interquartile range (IQR) | 44 |
Descriptive statistics
| Standard deviation | 38.458706 |
|---|---|
| Coefficient of variation (CV) | 0.74656558 |
| Kurtosis | 5.7154326 |
| Mean | 51.51417 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 1.8940488 |
| Sum | 415976.92 |
| Variance | 1479.0721 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 40 | 289 | 3.6% |
| 36 | 280 | 3.5% |
| 24 | 268 | 3.3% |
| 32 | 265 | 3.3% |
| 20 | 249 | 3.1% |
| 48 | 242 | 3.0% |
| 44 | 238 | 2.9% |
| 28 | 232 | 2.9% |
| 16 | 212 | 2.6% |
| 52 | 204 | 2.5% |
| Other values (593) | 5596 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 2 | < 0.1% |
| 1.4 | 1 | < 0.1% |
| 1.71 | 1 | < 0.1% |
| 1.8 | 1 | < 0.1% |
| 2 | 10 | |
| 2.06 | 2 | < 0.1% |
| 2.1 | 4 | < 0.1% |
| 2.34 | 1 | < 0.1% |
| 2.7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 337 | 1 | |
| 325 | 1 | |
| 300 | 1 | |
| 297 | 1 | |
| 296 | 1 | |
| 284 | 2 | |
| 280 | 1 | |
| 274 | 1 | |
| 272 | 2 | |
| 270 | 1 |
Mg
Real number (ℝ)
High correlation 
| Distinct | 701 |
|---|---|
| Distinct (%) | 8.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.390176 |
| Minimum | -23 |
|---|---|
| Maximum | 222 |
| Zeros | 16 |
| Zeros (%) | 0.2% |
| Negative | 1 |
| Negative (%) | < 0.1% |
| Memory size | 63.2 KiB |
Quantile statistics
| Minimum | -23 |
|---|---|
| 5-th percentile | 3.9 |
| Q1 | 12.465 |
| median | 24 |
| Q3 | 39 |
| 95-th percentile | 80 |
| Maximum | 222 |
| Range | 245 |
| Interquartile range (IQR) | 26.535 |
Descriptive statistics
| Standard deviation | 26.058017 |
|---|---|
| Coefficient of variation (CV) | 0.8574487 |
| Kurtosis | 7.7487842 |
| Mean | 30.390176 |
| Median Absolute Deviation (MAD) | 12.39 |
| Skewness | 2.2109969 |
| Sum | 245400.67 |
| Variance | 679.02023 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17 | 248 | 3.1% |
| 22 | 244 | 3.0% |
| 29 | 234 | 2.9% |
| 24 | 231 | 2.9% |
| 12 | 230 | 2.8% |
| 19 | 213 | 2.6% |
| 34 | 185 | 2.3% |
| 15 | 183 | 2.3% |
| 10 | 178 | 2.2% |
| 36 | 173 | 2.1% |
| Other values (691) | 5956 |
| Value | Count | Frequency (%) |
| -23 | 1 | < 0.1% |
| 0 | 16 | |
| 0.036 | 1 | < 0.1% |
| 0.1 | 2 | < 0.1% |
| 0.14 | 1 | < 0.1% |
| 0.144 | 1 | < 0.1% |
| 0.338 | 1 | < 0.1% |
| 0.49 | 1 | < 0.1% |
| 0.58 | 1 | < 0.1% |
| 0.59 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 222 | 1 | < 0.1% |
| 219 | 1 | < 0.1% |
| 218 | 1 | < 0.1% |
| 216 | 1 | < 0.1% |
| 214 | 1 | < 0.1% |
| 208 | 3 | |
| 207 | 1 | < 0.1% |
| 202 | 1 | < 0.1% |
| 199 | 1 | < 0.1% |
| 192 | 1 | < 0.1% |
Na
Real number (ℝ)
High correlation 
| Distinct | 1388 |
|---|---|
| Distinct (%) | 17.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 77.697707 |
| Minimum | 0 |
|---|---|
| Maximum | 763 |
| Zeros | 12 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6.2 |
| Q1 | 20 |
| median | 45 |
| Q3 | 92 |
| 95-th percentile | 272 |
| Maximum | 763 |
| Range | 763 |
| Interquartile range (IQR) | 72 |
Descriptive statistics
| Standard deviation | 95.637121 |
|---|---|
| Coefficient of variation (CV) | 1.2308873 |
| Kurtosis | 9.6371994 |
| Mean | 77.697707 |
| Median Absolute Deviation (MAD) | 30 |
| Skewness | 2.7486757 |
| Sum | 627408.98 |
| Variance | 9146.4589 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 15 | 112 | 1.4% |
| 16 | 109 | 1.3% |
| 18 | 96 | 1.2% |
| 25 | 96 | 1.2% |
| 17 | 96 | 1.2% |
| 20 | 94 | 1.2% |
| 10 | 93 | 1.2% |
| 12 | 93 | 1.2% |
| 19 | 92 | 1.1% |
| 32 | 89 | 1.1% |
| Other values (1378) | 7105 |
| Value | Count | Frequency (%) |
| 0 | 12 | |
| 0.16 | 1 | < 0.1% |
| 0.17 | 2 | < 0.1% |
| 0.22 | 1 | < 0.1% |
| 0.36 | 1 | < 0.1% |
| 0.38 | 2 | < 0.1% |
| 0.39 | 1 | < 0.1% |
| 0.41 | 1 | < 0.1% |
| 0.43 | 1 | < 0.1% |
| 0.86 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 763 | 1 | |
| 758 | 1 | |
| 750 | 1 | |
| 742 | 1 | |
| 730 | 2 | |
| 729 | 1 | |
| 722 | 1 | |
| 714 | 1 | |
| 708 | 2 | |
| 700 | 1 |
K
Real number (ℝ)
Zeros 
| Distinct | 1103 |
|---|---|
| Distinct (%) | 13.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.6808923 |
| Minimum | 0 |
|---|---|
| Maximum | 68.87 |
| Zeros | 184 |
| Zeros (%) | 2.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.63 |
| Q1 | 1.8 |
| median | 3.3 |
| Q3 | 7 |
| 95-th percentile | 27 |
| Maximum | 68.87 |
| Range | 68.87 |
| Interquartile range (IQR) | 5.2 |
Descriptive statistics
| Standard deviation | 9.5758595 |
|---|---|
| Coefficient of variation (CV) | 1.4333204 |
| Kurtosis | 11.718523 |
| Mean | 6.6808923 |
| Median Absolute Deviation (MAD) | 2.1 |
| Skewness | 3.1906511 |
| Sum | 53948.206 |
| Variance | 91.697084 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 516 | 6.4% |
| 2 | 433 | 5.4% |
| 3 | 267 | 3.3% |
| 4 | 218 | 2.7% |
| 0 | 184 | 2.3% |
| 5 | 146 | 1.8% |
| 6 | 124 | 1.5% |
| 1.2 | 115 | 1.4% |
| 2.1 | 105 | 1.3% |
| 1.9 | 102 | 1.3% |
| Other values (1093) | 5865 |
| Value | Count | Frequency (%) |
| 0 | 184 | |
| 0.01 | 1 | < 0.1% |
| 0.03 | 1 | < 0.1% |
| 0.097 | 1 | < 0.1% |
| 0.1 | 2 | < 0.1% |
| 0.12 | 1 | < 0.1% |
| 0.13 | 2 | < 0.1% |
| 0.17 | 1 | < 0.1% |
| 0.18 | 1 | < 0.1% |
| 0.19 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 68.87 | 1 | < 0.1% |
| 68.76 | 1 | < 0.1% |
| 68.3 | 1 | < 0.1% |
| 68 | 2 | |
| 67.52 | 1 | < 0.1% |
| 67 | 2 | |
| 66.7 | 1 | < 0.1% |
| 66 | 3 | |
| 65 | 3 | |
| 64.88 | 1 | < 0.1% |
F
Real number (ℝ)
Zeros 
| Distinct | 517 |
|---|---|
| Distinct (%) | 6.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.48667878 |
| Minimum | 0 |
|---|---|
| Maximum | 3.9 |
| Zeros | 665 |
| Zeros (%) | 8.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.17 |
| median | 0.36 |
| Q3 | 0.66 |
| 95-th percentile | 1.4 |
| Maximum | 3.9 |
| Range | 3.9 |
| Interquartile range (IQR) | 0.49 |
Descriptive statistics
| Standard deviation | 0.47978311 |
|---|---|
| Coefficient of variation (CV) | 0.98583117 |
| Kurtosis | 8.2495078 |
| Mean | 0.48667878 |
| Median Absolute Deviation (MAD) | 0.235 |
| Skewness | 2.2851301 |
| Sum | 3929.9312 |
| Variance | 0.23019184 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 665 | 8.2% |
| 0.1 | 249 | 3.1% |
| 0.2 | 232 | 2.9% |
| 0.3 | 170 | 2.1% |
| 0.4 | 141 | 1.7% |
| 0.05 | 107 | 1.3% |
| 0.5 | 105 | 1.3% |
| 0.24 | 98 | 1.2% |
| 0.15 | 98 | 1.2% |
| 0.6 | 97 | 1.2% |
| Other values (507) | 6113 |
| Value | Count | Frequency (%) |
| 0 | 665 | |
| 0.01 | 25 | 0.3% |
| 0.0156 | 1 | < 0.1% |
| 0.02 | 42 | 0.5% |
| 0.0245 | 1 | < 0.1% |
| 0.03 | 46 | 0.6% |
| 0.04 | 53 | 0.7% |
| 0.0425 | 1 | < 0.1% |
| 0.0466 | 1 | < 0.1% |
| 0.05 | 107 | 1.3% |
| Value | Count | Frequency (%) |
| 3.9 | 3 | |
| 3.8 | 1 | < 0.1% |
| 3.68 | 1 | < 0.1% |
| 3.61 | 1 | < 0.1% |
| 3.6 | 1 | < 0.1% |
| 3.59 | 1 | < 0.1% |
| 3.55 | 1 | < 0.1% |
| 3.54 | 1 | < 0.1% |
| 3.52 | 1 | < 0.1% |
| 3.5 | 4 |
SiO2
Real number (ℝ)
| Distinct | 223 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.46864 |
| Minimum | 0 |
|---|---|
| Maximum | 82 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 10 |
| Q1 | 24 |
| median | 24 |
| Q3 | 25 |
| 95-th percentile | 41 |
| Maximum | 82 |
| Range | 82 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 8.8831918 |
|---|---|
| Coefficient of variation (CV) | 0.36304395 |
| Kurtosis | 5.9987597 |
| Mean | 24.46864 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.38347 |
| Sum | 197584.27 |
| Variance | 78.911097 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 24 | 4016 | |
| 22 | 187 | 2.3% |
| 28 | 171 | 2.1% |
| 25 | 168 | 2.1% |
| 29 | 158 | 2.0% |
| 26 | 155 | 1.9% |
| 27 | 152 | 1.9% |
| 21 | 140 | 1.7% |
| 23 | 140 | 1.7% |
| 20 | 138 | 1.7% |
| Other values (213) | 2650 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 0.07 | 1 | < 0.1% |
| 0.37 | 1 | < 0.1% |
| 1 | 3 | |
| 1.07 | 1 | < 0.1% |
| 2 | 2 | |
| 2.26 | 1 | < 0.1% |
| 2.3 | 1 | < 0.1% |
| 2.43 | 1 | < 0.1% |
| 2.8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 82 | 2 | |
| 80 | 2 | |
| 78 | 1 | |
| 77 | 2 | |
| 76 | 1 | |
| 75 | 2 | |
| 74.22 | 1 | |
| 74 | 2 | |
| 73 | 2 | |
| 72.4 | 1 |
TDS
Real number (ℝ)
High correlation 
| Distinct | 1751 |
|---|---|
| Distinct (%) | 21.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 545.49948 |
| Minimum | 9.29 |
|---|---|
| Maximum | 2301 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.2 KiB |
Quantile statistics
| Minimum | 9.29 |
|---|---|
| 5-th percentile | 174.952 |
| Q1 | 491 |
| median | 520 |
| Q3 | 520 |
| 95-th percentile | 1080 |
| Maximum | 2301 |
| Range | 2291.71 |
| Interquartile range (IQR) | 29 |
Descriptive statistics
| Standard deviation | 278.58411 |
|---|---|
| Coefficient of variation (CV) | 0.51069547 |
| Kurtosis | 9.1734993 |
| Mean | 545.49948 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.3611611 |
| Sum | 4404908.3 |
| Variance | 77609.109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 520 | 4136 | |
| 527 | 14 | 0.2% |
| 395 | 13 | 0.2% |
| 403 | 12 | 0.1% |
| 426 | 12 | 0.1% |
| 549 | 11 | 0.1% |
| 469 | 11 | 0.1% |
| 293 | 11 | 0.1% |
| 456 | 10 | 0.1% |
| 455 | 10 | 0.1% |
| Other values (1741) | 3835 |
| Value | Count | Frequency (%) |
| 9.29 | 1 | |
| 15.49 | 1 | |
| 17.78 | 1 | |
| 19.69 | 1 | |
| 21.31 | 1 | |
| 23.17 | 1 | |
| 24.31 | 1 | |
| 24.73 | 1 | |
| 24.83 | 1 | |
| 25.09 | 1 |
| Value | Count | Frequency (%) |
| 2301 | 2 | |
| 2275 | 1 | |
| 2254 | 1 | |
| 2253 | 1 | |
| 2252 | 1 | |
| 2243 | 2 | |
| 2225 | 1 | |
| 2224 | 1 | |
| 2222 | 1 | |
| 2221 | 1 |
HARDNESS
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.2 KiB |
| Hard | |
|---|---|
| Moderately | |
| Soft | 499 |
Length
| Max length | 10 |
|---|---|
| Median length | 4 |
| Mean length | 4.7281734 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Hard |
|---|---|
| 2nd row | Hard |
| 3rd row | Hard |
| 4th row | Hard |
| 5th row | Hard |
Common Values
| Value | Count | Frequency (%) |
| Hard | 6596 | |
| Moderately | 980 | 12.1% |
| Soft | 499 | 6.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| hard | 6596 | |
| moderately | 980 | 12.1% |
| soft | 499 | 6.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 7576 | |
| r | 7576 | |
| d | 7576 | |
| H | 6596 | |
| e | 1960 | 5.1% |
| o | 1479 | 3.9% |
| t | 1479 | 3.9% |
| M | 980 | 2.6% |
| l | 980 | 2.6% |
| y | 980 | 2.6% |
| Other values (2) | 998 | 2.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 38180 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 7576 | |
| r | 7576 | |
| d | 7576 | |
| H | 6596 | |
| e | 1960 | 5.1% |
| o | 1479 | 3.9% |
| t | 1479 | 3.9% |
| M | 980 | 2.6% |
| l | 980 | 2.6% |
| y | 980 | 2.6% |
| Other values (2) | 998 | 2.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 38180 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 7576 | |
| r | 7576 | |
| d | 7576 | |
| H | 6596 | |
| e | 1960 | 5.1% |
| o | 1479 | 3.9% |
| t | 1479 | 3.9% |
| M | 980 | 2.6% |
| l | 980 | 2.6% |
| y | 980 | 2.6% |
| Other values (2) | 998 | 2.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 38180 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 7576 | |
| r | 7576 | |
| d | 7576 | |
| H | 6596 | |
| e | 1960 | 5.1% |
| o | 1479 | 3.9% |
| t | 1479 | 3.9% |
| M | 980 | 2.6% |
| l | 980 | 2.6% |
| y | 980 | 2.6% |
| Other values (2) | 998 | 2.6% |
QUALITY
Categorical
High correlation 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.2 KiB |
| Safe | |
|---|---|
| Moderately Safe | |
| Unsafe | 364 |
Length
| Max length | 15 |
|---|---|
| Median length | 4 |
| Mean length | 8.7026625 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Safe |
|---|---|
| 2nd row | Safe |
| 3rd row | Safe |
| 4th row | Safe |
| 5th row | Moderately Safe |
Common Values
| Value | Count | Frequency (%) |
| Safe | 4325 | |
| Moderately Safe | 3386 | |
| Unsafe | 364 | 4.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| safe | 7711 | |
| moderately | 3386 | |
| unsafe | 364 | 3.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 14847 | |
| a | 11461 | |
| f | 8075 | |
| S | 7711 | |
| M | 3386 | 4.8% |
| o | 3386 | 4.8% |
| d | 3386 | 4.8% |
| r | 3386 | 4.8% |
| t | 3386 | 4.8% |
| l | 3386 | 4.8% |
| Other values (5) | 7864 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 70274 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 14847 | |
| a | 11461 | |
| f | 8075 | |
| S | 7711 | |
| M | 3386 | 4.8% |
| o | 3386 | 4.8% |
| d | 3386 | 4.8% |
| r | 3386 | 4.8% |
| t | 3386 | 4.8% |
| l | 3386 | 4.8% |
| Other values (5) | 7864 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 70274 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 14847 | |
| a | 11461 | |
| f | 8075 | |
| S | 7711 | |
| M | 3386 | 4.8% |
| o | 3386 | 4.8% |
| d | 3386 | 4.8% |
| r | 3386 | 4.8% |
| t | 3386 | 4.8% |
| l | 3386 | 4.8% |
| Other values (5) | 7864 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 70274 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 14847 | |
| a | 11461 | |
| f | 8075 | |
| S | 7711 | |
| M | 3386 | 4.8% |
| o | 3386 | 4.8% |
| d | 3386 | 4.8% |
| r | 3386 | 4.8% |
| t | 3386 | 4.8% |
| l | 3386 | 4.8% |
| Other values (5) | 7864 |
Interactions
Correlations
| CO3 | Ca | Cl | EC | F | HARDNESS | HCO3 | K | Mg | NO3 | Na | PO4 | QUALITY | SO4 | STATE | SiO2 | TDS | TH | pH | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CO3 | 1.000 | -0.230 | -0.023 | 0.051 | 0.073 | 0.049 | -0.018 | 0.092 | 0.087 | -0.113 | 0.140 | -0.090 | 0.196 | -0.041 | 0.264 | -0.166 | 0.011 | -0.064 | 0.577 |
| Ca | -0.230 | 1.000 | 0.501 | 0.608 | 0.111 | 0.392 | 0.511 | 0.053 | 0.370 | 0.414 | 0.309 | 0.191 | 0.355 | 0.396 | 0.186 | 0.242 | 0.341 | 0.780 | -0.247 |
| Cl | -0.023 | 0.501 | 1.000 | 0.816 | 0.264 | 0.165 | 0.456 | 0.250 | 0.582 | 0.454 | 0.774 | 0.166 | 0.415 | 0.570 | 0.161 | 0.135 | 0.466 | 0.663 | -0.062 |
| EC | 0.051 | 0.608 | 0.816 | 1.000 | 0.358 | 0.350 | 0.785 | 0.209 | 0.746 | 0.467 | 0.838 | 0.206 | 0.510 | 0.629 | 0.210 | 0.184 | 0.604 | 0.839 | 0.024 |
| F | 0.073 | 0.111 | 0.264 | 0.358 | 1.000 | 0.121 | 0.356 | 0.047 | 0.279 | 0.088 | 0.397 | 0.080 | 0.168 | 0.250 | 0.146 | 0.117 | 0.158 | 0.232 | 0.103 |
| HARDNESS | 0.049 | 0.392 | 0.165 | 0.350 | 0.121 | 1.000 | 0.448 | 0.059 | 0.379 | 0.142 | 0.149 | 0.063 | 0.215 | 0.152 | 0.392 | 0.140 | 0.277 | 0.482 | 0.193 |
| HCO3 | -0.018 | 0.511 | 0.456 | 0.785 | 0.356 | 0.448 | 1.000 | 0.123 | 0.636 | 0.219 | 0.630 | 0.181 | 0.402 | 0.324 | 0.189 | 0.231 | 0.462 | 0.713 | 0.031 |
| K | 0.092 | 0.053 | 0.250 | 0.209 | 0.047 | 0.059 | 0.123 | 1.000 | 0.138 | 0.089 | 0.245 | -0.036 | 0.121 | 0.181 | 0.110 | -0.020 | 0.087 | 0.137 | 0.101 |
| Mg | 0.087 | 0.370 | 0.582 | 0.746 | 0.279 | 0.379 | 0.636 | 0.138 | 1.000 | 0.282 | 0.531 | 0.073 | 0.428 | 0.484 | 0.176 | 0.118 | 0.427 | 0.810 | 0.069 |
| NO3 | -0.113 | 0.414 | 0.454 | 0.467 | 0.088 | 0.142 | 0.219 | 0.089 | 0.282 | 1.000 | 0.357 | 0.184 | 0.253 | 0.402 | 0.146 | 0.095 | 0.305 | 0.427 | -0.189 |
| Na | 0.140 | 0.309 | 0.774 | 0.838 | 0.397 | 0.149 | 0.630 | 0.245 | 0.531 | 0.357 | 1.000 | 0.200 | 0.407 | 0.535 | 0.172 | 0.139 | 0.501 | 0.523 | 0.117 |
| PO4 | -0.090 | 0.191 | 0.166 | 0.206 | 0.080 | 0.063 | 0.181 | -0.036 | 0.073 | 0.184 | 0.200 | 1.000 | 0.085 | 0.121 | 0.227 | 0.105 | 0.177 | 0.146 | -0.073 |
| QUALITY | 0.196 | 0.355 | 0.415 | 0.510 | 0.168 | 0.215 | 0.402 | 0.121 | 0.428 | 0.253 | 0.407 | 0.085 | 1.000 | 0.315 | 0.360 | 0.109 | 0.390 | 0.486 | 0.264 |
| SO4 | -0.041 | 0.396 | 0.570 | 0.629 | 0.250 | 0.152 | 0.324 | 0.181 | 0.484 | 0.402 | 0.535 | 0.121 | 0.315 | 1.000 | 0.173 | 0.024 | 0.369 | 0.530 | -0.058 |
| STATE | 0.264 | 0.186 | 0.161 | 0.210 | 0.146 | 0.392 | 0.189 | 0.110 | 0.176 | 0.146 | 0.172 | 0.227 | 0.360 | 0.173 | 1.000 | 0.398 | 0.360 | 0.184 | 0.309 |
| SiO2 | -0.166 | 0.242 | 0.135 | 0.184 | 0.117 | 0.140 | 0.231 | -0.020 | 0.118 | 0.095 | 0.139 | 0.105 | 0.109 | 0.024 | 0.398 | 1.000 | 0.123 | 0.207 | -0.038 |
| TDS | 0.011 | 0.341 | 0.466 | 0.604 | 0.158 | 0.277 | 0.462 | 0.087 | 0.427 | 0.305 | 0.501 | 0.177 | 0.390 | 0.369 | 0.360 | 0.123 | 1.000 | 0.485 | -0.021 |
| TH | -0.064 | 0.780 | 0.663 | 0.839 | 0.232 | 0.482 | 0.713 | 0.137 | 0.810 | 0.427 | 0.523 | 0.146 | 0.486 | 0.530 | 0.184 | 0.207 | 0.485 | 1.000 | -0.094 |
| pH | 0.577 | -0.247 | -0.062 | 0.024 | 0.103 | 0.193 | 0.031 | 0.101 | 0.069 | -0.189 | 0.117 | -0.073 | 0.264 | -0.058 | 0.309 | -0.038 | -0.021 | -0.094 | 1.000 |
Missing values
Sample
| STATE | DISTRICT | pH | EC | CO3 | HCO3 | Cl | SO4 | NO3 | PO4 | TH | Ca | Mg | Na | K | F | SiO2 | TDS | HARDNESS | QUALITY | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | A&N Islands | South Andaman | 7.74 | 349.0 | 0.0 | 183.0 | 25.0 | 1.0 | 1.0 | 0.0 | 175.0 | 34.0 | 22.0 | 10.0 | 0.0 | 0.84 | 24.0 | 206.0 | Hard | Safe |
| 1 | A&N Islands | South Andaman | 7.53 | 660.0 | 0.0 | 262.0 | 82.0 | 5.0 | 1.0 | 0.0 | 250.0 | 52.0 | 29.0 | 51.0 | 1.0 | 0.28 | 24.0 | 381.0 | Hard | Safe |
| 2 | A&N Islands | South Andaman | 7.50 | 270.0 | 0.0 | 116.0 | 35.0 | 1.0 | 0.0 | 0.0 | 125.0 | 4.0 | 28.0 | 10.0 | 1.0 | 0.46 | 24.0 | 151.0 | Hard | Safe |
| 3 | A&N Islands | South Andaman | 7.60 | 311.0 | 0.0 | 159.0 | 39.0 | 2.0 | 0.0 | 0.0 | 135.0 | 26.0 | 17.0 | 15.0 | 2.0 | 0.37 | 24.0 | 198.0 | Hard | Safe |
| 4 | A&N Islands | South Andaman | 7.82 | 2501.0 | 0.0 | 512.0 | 560.0 | 56.0 | 5.0 | 0.0 | 465.0 | 56.0 | 79.0 | 336.0 | 18.0 | 0.95 | 24.0 | 1424.0 | Hard | Moderately Safe |
| 5 | A&N Islands | South Andaman | 7.71 | 264.0 | 0.0 | 153.0 | 35.0 | 1.0 | 1.0 | 0.0 | 130.0 | 26.0 | 16.0 | 15.0 | 0.0 | 0.57 | 24.0 | 188.0 | Hard | Safe |
| 6 | A&N Islands | South Andaman | 7.79 | 535.0 | 0.0 | 323.0 | 28.0 | 1.0 | 1.0 | 0.0 | 245.0 | 38.0 | 36.0 | 19.0 | 0.0 | 0.41 | 24.0 | 321.0 | Hard | Safe |
| 7 | A&N Islands | South Andaman | 7.78 | 440.0 | 0.0 | 226.0 | 39.0 | 1.0 | 1.0 | 0.0 | 190.0 | 36.0 | 24.0 | 22.0 | 2.0 | 0.69 | 24.0 | 264.0 | Hard | Safe |
| 8 | A&N Islands | N&M Andaman | 7.92 | 592.0 | 0.0 | 317.0 | 35.0 | 1.0 | 0.0 | 0.0 | 265.0 | 34.0 | 44.0 | 15.0 | 2.0 | 0.32 | 24.0 | 325.0 | Hard | Safe |
| 9 | A&N Islands | N&M Andaman | 7.78 | 456.0 | 0.0 | 226.0 | 21.0 | 5.0 | 2.0 | 0.0 | 205.0 | 38.0 | 27.0 | 14.0 | 7.0 | 0.60 | 24.0 | 251.0 | Hard | Safe |
| STATE | DISTRICT | pH | EC | CO3 | HCO3 | Cl | SO4 | NO3 | PO4 | TH | Ca | Mg | Na | K | F | SiO2 | TDS | HARDNESS | QUALITY | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8065 | West Bengal | South 24 Parganas | 8.87 | 1037.0 | 45.0 | 305.0 | 74.0 | 0.0 | 0.0 | 0.0 | 200.0 | 52.0 | 17.0 | 102.0 | 3.5 | 0.35 | 24.0 | 462.0 | Hard | Moderately Safe |
| 8066 | West Bengal | South 24 Parganas | 8.93 | 1799.0 | 51.0 | 348.0 | 312.0 | 42.0 | 19.0 | 0.0 | 300.0 | 34.0 | 52.0 | 306.0 | 10.5 | 0.26 | 24.0 | 1018.0 | Hard | Moderately Safe |
| 8067 | West Bengal | South 24 Parganas | 8.87 | 1812.0 | 39.0 | 293.0 | 379.0 | 5.0 | 0.0 | 0.0 | 270.0 | 90.0 | 11.0 | 297.0 | 7.8 | 0.70 | 24.0 | 987.0 | Hard | Moderately Safe |
| 8068 | West Bengal | South 24 Parganas | 8.54 | 822.0 | 30.0 | 275.0 | 124.0 | 20.0 | 6.0 | 0.0 | 160.0 | 14.0 | 30.0 | 165.0 | 4.0 | 0.00 | 24.0 | 549.0 | Hard | Moderately Safe |
| 8069 | West Bengal | South 24 Parganas | 8.14 | 1231.0 | 0.0 | 592.0 | 102.0 | 3.0 | 0.0 | 0.0 | 65.0 | 24.0 | 1.0 | 278.0 | 5.7 | 0.11 | 24.0 | 772.0 | Moderately | Moderately Safe |
| 8070 | West Bengal | South 24 Parganas | 8.53 | 827.0 | 27.0 | 256.0 | 117.0 | 32.0 | 6.0 | 0.0 | 235.0 | 26.0 | 41.0 | 122.0 | 4.2 | 0.00 | 24.0 | 521.0 | Hard | Moderately Safe |
| 8071 | West Bengal | South 24 Parganas | 8.48 | 755.0 | 30.0 | 275.0 | 99.0 | 0.0 | 0.0 | 0.0 | 175.0 | 24.0 | 28.0 | 120.0 | 3.8 | 0.00 | 24.0 | 460.0 | Hard | Unsafe |
| 8072 | West Bengal | South 24 Parganas | 8.48 | 856.0 | 30.0 | 262.0 | 131.0 | 0.0 | 0.0 | 0.0 | 170.0 | 14.0 | 33.0 | 135.0 | 4.6 | 0.00 | 24.0 | 496.0 | Hard | Unsafe |
| 8073 | West Bengal | South 24 Parganas | 8.71 | 717.0 | 30.0 | 275.0 | 64.0 | 0.0 | 0.0 | 0.0 | 285.0 | 56.0 | 35.0 | 32.0 | 5.2 | 0.12 | 24.0 | 378.0 | Hard | Moderately Safe |
| 8074 | West Bengal | South 24 Parganas | 8.74 | 1173.0 | 30.0 | 250.0 | 188.0 | 5.0 | 0.0 | 0.0 | 265.0 | 30.0 | 46.0 | 132.0 | 5.4 | 0.14 | 24.0 | 572.0 | Hard | Moderately Safe |
Duplicate rows
Most frequently occurring
| STATE | DISTRICT | pH | EC | CO3 | HCO3 | Cl | SO4 | NO3 | PO4 | TH | Ca | Mg | Na | K | F | SiO2 | TDS | HARDNESS | QUALITY | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Gujarat | Rajkot | 7.92 | 1333.0 | 0.0 | 537.0 | 170.0 | 35.0 | 22.0 | 0.0 | 180.0 | 36.0 | 22.0 | 240.0 | 0.5 | 0.55 | 49.0 | 893.0 | Hard | Moderately Safe | 2 |